Predicting grounding state for adaptive explanation generation in analogical problem-solving
Mavrina L, Kopp S (2023)
In: Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Einrichtung
Abstract / Bemerkung
This paper’s main contribution is a Bayesian hierarchical grounding state prediction model implemented in an adaptive explainer agent assisting users with analogical problem-solving. This model lets the agent adapt dialogue moves regarding previously unmentioned domain entities that are similar to the ones already explained when they are instances of the same generalised schema in different domains. Learning such schemata facilitates knowledge transfer between domains and plays an important role in analogical reasoning. An explainer agent should be able to predict to what extent the explainee has learned to induce a schema in order to build up on this in the explanation process and make it more cooperative. This paper describes the approach of hierarchical grounding state prediction, introduces the analogy-based explanation generation process and the agent architecture implemented for this approach, as well as provides some example interactions as the first developers’ evaluation of the system in preparation for upcoming empirical studies.
Erscheinungsjahr
2023
Titel des Konferenzbandes
Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue
Konferenz
The 27th Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2023)
Konferenzort
Maribor, Slovenia
Konferenzdatum
2023-08-16 – 2023-08-17
Page URI
https://pub.uni-bielefeld.de/record/2981840
Zitieren
Mavrina L, Kopp S. Predicting grounding state for adaptive explanation generation in analogical problem-solving. In: Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue. 2023.
Mavrina, L., & Kopp, S. (2023). Predicting grounding state for adaptive explanation generation in analogical problem-solving. Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue
Mavrina, Lina, and Kopp, Stefan. 2023. “Predicting grounding state for adaptive explanation generation in analogical problem-solving”. In Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue.
Mavrina, L., and Kopp, S. (2023). “Predicting grounding state for adaptive explanation generation in analogical problem-solving” in Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue.
Mavrina, L., & Kopp, S., 2023. Predicting grounding state for adaptive explanation generation in analogical problem-solving. In Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue.
L. Mavrina and S. Kopp, “Predicting grounding state for adaptive explanation generation in analogical problem-solving”, Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue, 2023.
Mavrina, L., Kopp, S.: Predicting grounding state for adaptive explanation generation in analogical problem-solving. Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue. (2023).
Mavrina, Lina, and Kopp, Stefan. “Predicting grounding state for adaptive explanation generation in analogical problem-solving”. Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue. 2023.
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Open Access